[Bioclusters] Clusters

Saharinen Juha bioclusters@bioinformatics.org
Thu, 03 Jun 2004 19:01:21 +0300


This is a multi-part message in MIME format.

--Boundary_(ID_4WaiG7DzWWz47xTO/W2hRg)
Content-type: text/plain; charset=iso-8859-1
Content-transfer-encoding: quoted-printable

Hi Robert,

Please note that all this information is just from our tests, which =
helped us to make the decision of purchasing a Unix/Linux cluster and =
not claimed to be anything else. We tried to be accurate in all =
testings, but no guarantees are given.=20

Briefly, we were looking for 64-bit architecture systems, for us meaning =
AMD Opterons, Intel Itaniums, Apple/IBM G5s and IBM Power CPUs (IBM =
p690) to build up a cluster. Intel's Itaniums were very expensive and =
generally not very well tuned to be "cluster nodes", rather they seem to =
emphasize Itaniums as db servers etc. The performance (and I presume =
price, which we did not actually finally even ask) of IBM p690 was not =
that good for typical apps we ran (ie not taking advantage of 32 SMP =
CPUs etc., rather we have large numbers of jobs, which typically can =
only use one or two CPUs), we just had a change to test an exiting p690 =
setup.=20

We had high hopes for Apple G5 after reading the blast/hmmer etc. =
comparisons on Apple www-pages. Apple kind borrowed us a dual-G5 2 GHz =
with 2 GB RAM and fast disks box. We ran different blasts and hmmer =
searches, both with binaries we compiled (gcc) and precompiled from =
Apple's ftp ("AG-blast") and hmmer www-page (which to best of our =
understanding are the same Apple refers in their ads). In addition we =
ran some statistical genetics apps (merlin and pseudomarker). We were in =
contact with Apple (actually a very knowledgeable tech guy form Apple!, =
but they couldn't really explain the differences we observed).=20

The Opterons were IBMs e325 boxes with SCSI RAID-1 disks. Concerning =
blast & hmmer types of runs, we thought this could be explained by disk =
access speed (G5 had SATA drive), therefore we also mounted the blast / =
hmmer dbs over NFS (1 GBit Ethernet) on the Opterons, but this really =
did not change anything (1st runs were slower than from internal SCSI =
disks, but we produced the numbers as averages from runs 2-4). Both CPUs =
were in full use in G5s and Opterons, memory was not limiting factor (ie =
swapping etc. did not occur) and power-saving features etc. were =
switched off. The only type of app Altivec-enhanced G5 performed better =
than Opterons was "AGBlast" with wordsize 40 (but not with typical =
smaller word size). (Note also that there have been discussions about =
whether the performance increase in the "AGBlast" is from AltiVec or =
just from other non-platform specific optimization of the original NCBI =
blast code; the same optimizations are available for Intel/AMDs, but we =
did not try those). In addition, all non-AltiVec optimized apps =
performed slower than Opterons (no code optimizations were done in any =
tests, except with the AltiVec).

So our cluster has currently ~30 nodes, Dual-CPU 2 GHz Opterons, with =
either 2 or 12 GB RAM and IDE disks. All nodes boot boot from their IDE =
disks, all programs are coming from NFS server (ClusterNFS, quite nice) =
and data over NFS from SAN. Because of the types of jobs we are running, =
we have just std. 1 GBit Ethernet interconnects and currently OpenPBS =
load sharing.  (see more in detail in =
http://home.bioinfo.helsinki.fi/About/Instrumentation).

In general, comparing G5 vs Linux cluster, we felt that G5 clusters are =
tuned for small installations (though we never built one, we just had =
one G5 box), maybe requiring elss IT-person(s) to take care of, whilest =
Linux has the advantage in terms of flexibiltiy (one point for us was =
the ability to make X-Windows / XDMCP connections to the cluster, which =
you can't do with G5, only ssh or single-user VNC/Apple's own remote =
desktop protocol).

Please find attached an Excel file wrapping data about our experiments.


Best regards,

Juha

=20

-------
Juha Saharinen, PhD
Bioinformatics and DNA arrays unit
Department of Molecular Medicine
National Public Health Institute
Helsinki, Finland
Email: Juha.Saharinen@KTL.Fi
Phone: +358-9-4744 8969
Fax: +358-9-4744 8480=20
http://www.bioinfo.helsinki.fi=20
=20
=20

> -----Original Message-----
> From: Robert Payne[Contr] [mailto:payner@ncifcrf.gov]
> Sent: 3. kes=E4kuuta 2004 16:30
> To: bioclusters@bioinformatics.org
> Subject: Re: [Bioclusters] Clusters
>=20
> Hello,
> I would be interested in your results. We currently have Xeon, AMD and
> Itanium
> systems but no Opterons.  Please send me a copy of your tests if =
possible.
>=20
> Thanks
>=20
> ----- Original Message -----
> From: "Saharinen Juha" <juha.saharinen@ktl.fi>
> To: <bioclusters@bioinformatics.org>
> Sent: Thursday, June 03, 2004 2:41 AM
> Subject: RE: [Bioclusters] Clusters
>=20
>=20
> > Hi Juan,
> >
> > We recently tested many different platforms (Intel Xeons and =
Itaniums,
> AMD
> Athlons and Opterons, IBM p690 and Apple G5) when we were building our
> cluster. The results were something different than what you can see on
> manufacturers' www-pages.
> >
> > Briefly, the AMD Opterons were clearly fastest in almost all testes
> (different bioinformatics apps) we ran and since the price we got for =
the
> opteron based cluster was the best the decision was pretty easy for =
us.
> >
> > I'm aware this topic could be of interest to many readers of this
> discussion, but I'm a bit hesitant to put the results publicly here.
> Nevertheless, just email me and we can continue more in detail on this
> topic, if you or anyone else are/is interested.
> >
> >
> > Best regards,
> >
> > Juha
> >
> > -------
> > Juha Saharinen, PhD
> > Bioinformatics and DNA arrays unit
> > Department of Molecular Medicine
> > National Public Health Institute
> > Helsinki, Finland
> > Email: Juha.Saharinen@KTL.Fi
> > Phone: +358-9-4744 8969
> > Fax: +358-9-4744 8480
> > http://www.bioinfo.helsinki.fi
> >
> >
> >
> > > -----Original Message-----
> > > From: Juan Perin [mailto:BIC@genome.chop.edu]
> > > Sent: 2. kes=E4kuuta 2004 21:44
> > > To: bioclusters@bioinformatics.org
> > > Subject: [Bioclusters] Clusters
> > >
> > > Just wondering if anyone out there has had recent experience with
> building
> > > any size cluster with the new Xserve G5's.  We're trying to make a
> > > decision
> > > between a linux system and the Xserves for our cluster and would =
like
> to
> > > gauge the overall sentiment of anyone with experience on these new
> > > machines.
> > >
> > > THANKS
> > >
> > > Juan Perin
> > > Bioinformatics Core
> > > Children's hospital of Philadelphia
> > >
> > > _______________________________________________
> > > Bioclusters maillist  -  Bioclusters@bioinformatics.org
> > > https://bioinformatics.org/mailman/listinfo/bioclusters
> >
> > _______________________________________________
> > Bioclusters maillist  -  Bioclusters@bioinformatics.org
> > https://bioinformatics.org/mailman/listinfo/bioclusters
> >
>=20
> _______________________________________________
> Bioclusters maillist  -  Bioclusters@bioinformatics.org
> https://bioinformatics.org/mailman/listinfo/bioclusters


--Boundary_(ID_4WaiG7DzWWz47xTO/W2hRg)
Content-type: application/vnd.ms-excel; name="Performace testings.xls"
Content-transfer-encoding: base64
Content-disposition: attachment; filename="Performace testings.xls"
Content-description: Performace testings.xls
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--Boundary_(ID_4WaiG7DzWWz47xTO/W2hRg)--